Use when planning, implementing, or reviewing code for any Python project — designing architecture, writing classes or functions, organizing business logic, or reviewing pull…
Review best practices and architecture guidelines. Use when user types 'qnew' OR when starting new work and needing to understand project patterns.
Interpret a fine-mapped QTL / introgression interval for a stated trait in tomato. Given an interval (SL4.0 coordinates) and the trait it was mapped for, lists the genes in the…
QuickNode reference architecture — blockchain RPC and Web3 infrastructure integration. Use when working with QuickNode for blockchain development.
Designing quizzes, personality assessments, and recommendation tools that segment users into actionable categories rather than generating clicks for clicks' sake.
Ultimate RabbitMQ expertise skill for production-grade message broker architecture, implementation, and operations.
Ultimate RabbitMQ expertise skill for production-grade message broker architecture, implementation, and operations.
Patterns de messaging avec RabbitMQ — exchanges, queues, routing, dead letter, pub/sub et intégration avec MassTransit/.NET.
Radicale is a lightweight, self-hosted CalDAV and CardDAV server written in Python. It shares calendars, to-do lists, journal entries, and contacts over standard protocols with…
Automated plan-implement loop with expert review. Orchestrator dispatches subagents for planning/implementation and self-review, Codex for external review. The human steers.
Ramp reference architecture — corporate card and expense management API integration. Use when working with Ramp for card management, expenses, or accounting sync.
Load, configure, run pipelines and read module source files to understand RAVE module architecture
Comprehensive knowledge of the Raya programming language, its architecture, and development practices
Systems-theoretic approaches to root cause analysis for complex socio-technical systems where linear causal chains fail.
Generate real estate, architecture, and interior design showcase video prompts for Seedance 2.0 on Higgsfield.
Use when: validating whether design documents and page requirements fit real user work scenarios before architecture or implementation.
Use BEFORE answering analytical, diagnostic, planning, or multi-step reasoning questions. Trigger phrases include "should I X or Y", "why is X happening", "what's the bes — from…
Define structural design foundation — information architecture, user flows, content model, brand direction, and AI interaction model — from validated opportunities and hypotheses
Use when the user asks to create, write, update, amend, supersede, or evaluate an ADR, architecture decision record, durable architecture decision, decision log, or baseline sync…
Designs self-referential and recursive systems that examine, modify, or generate themselves, including metacognitive architectures and strange loops.
Skill para decomposição segura de arquivos monolíticos. Análise estrutural profunda, mapeamento exaustivo de dependências, extração incremental com zero quebra de lógica.
strategies for managing tool and agent assets at scale. Use this to design discovery systems, implement curated lists, and facilitate cross-team reusability through Tool and Agent…
Use when you have trained two or more regression models (e.g., original vs. alternative GNN architectures) on the same training set and need to evaluate which generalizes better…
Use rekipedia to instantly understand any codebase. Scan a repo to generate a structured wiki, then query it with natural language instead of reading hundreds of source files.
Use when designing or implementing relay-baton, a local Codex-to-Claude Code handoff harness with token diet, compact state, fallback detection, and CLI/TUI architecture.
Release orchestrator — the whole-release control plane. Takes a milestone and drives it through the pipeline by composing the stage skills; owns sequencing and readiness-gating,…
Produces a production-ready release specification document (Full or Lean format) including current-state audit, technical architecture with code examples, implementation plan, and…
AI intuitive exploration for approaching unknown codebases, problems, or systems without preconceptions.
Software architecture and UI/UX principles for building genuinely new solutions, not derivative work.
Choose and implement Replit architecture blueprints: single-file script, modular app, and multi-service.
Implement Replit reference architecture with best-practice project layout, data layer, and deployment.
Analyse code repositories and generate comprehensive architecture documentation. Use when the user asks to: analyse a codebase, understand project structure, document…
Generate a layered HTML architecture diagram from a real GitHub repo URL. Walks the tree, classifies modules into semantic layers (user / application / ai / data / infra /…
Verifies claims from repo-bfs-architecture. Three passes: (A) code-first grep of all claims, (B) DFS traversal of ARCH_GRAPH to verify component relationships, (C) targeted web…
Create, update, or consolidate adopted current-state documentation under docs/context/. Use for durable implemented architecture, ownership, runtime, domain, flow, terminology, or…
Use when the task is to understand an unfamiliar codebase, locate key entry points, or summarize architecture before editing.
Onboard quickly to this repository. Use when asked to understand architecture, locate ownership, choose the right module, or identify the correct commands and verification…
Six-layer governance hierarchy (Vision → Principles → Conventions → Development → Agents → Workflows).
Use after architecture design to define the on-disk repository layout — single-repo vs monorepo, app/package boundaries, directory conventions, and shared-code placement.
Master orchestration for repository governance, North Star impact, sub-Star boundaries, and repair-first or evidence-first drift checks.
处理 BK-CI 代码库接入、代码库授权、Webhook、SCM 集成、PAC 开关与仓库类型差异时使用。当用户提到 Git/SVN/GitHub/TGit、Webhook、仓库认证、PAC 代码库或提交记录时优先使用。
Design and implement the Repository pattern in a TypeScript DDD clean architecture project — define repository interfaces in the domain layer and implementations in the…
Manage architecture requirements throughout the TOGAF ADM cycle. Produces Requirements Impact Assessments, maintains Architecture Requirements Repository entries, and builds a…
Use when your task requires a pretrained convolutional encoder (ResNet18) to produce fixed-size representation vectors of a specific dimensionality (e.g., 512 dimensions) rather…
Frameworks for designing agents that must reason and act under time pressure, limited computational resources, and changing environments — based on Bratman, Israel, and Pollack's…
Retell AI reference architecture — AI voice agent and phone call automation. Use when working with Retell AI for voice agents, phone calls, or telephony.
Revenue analytics architecture - ARR / NRR / GRR decomposition, cohort retention, expansion drivers, segment economics, and CAC payback diagnostics.
Quarto agente do Time de Migração. Opera em duas fases. Fase 1: detecta a topologia do legado, sempre propõe uma topologia moderna alternativa e produz topology_decision.md (com…
Reverse-engineer Architecture Decision Records (ADRs) from an existing codebase. Use when a project has no ADRs but you want to document WHY architectural decisions were made…
Reverse engineer native, managed, Electron/JavaScript, packaged, and browser applications with REA. Use shipped-artifact or approved runtime evidence to explain features, compare…
Claude Code plugin tự động thiết kế agent team + sinh skill từ domain description — 6 architecture patterns, tạo .claude/agents/ + .claude/skills/ tự động. +2098⭐/week.
Audit a module for Clean Architecture and boundary compliance
Review an entire repository for architecture quality — coupling, interfaces, naming, tech debt, test coverage, stale docs.
Revisar la arquitectura de software en cuanto a acoplamiento, cohesión, principios SOLID, diseño de API, escalabilidad y deuda técnica.
Use when reviewing a proposed architecture, a tech plan, or a PR for soundness — drive it to correctness/simplicity/fit, enable rather than gatekeep, flag the open gate without…
Opt-in, collaborative system-design workflow based on Juval Löwy's iDesign methodology in *Righting Software*.
3-Phase Knowledge Search strategy for the RLM Factory ecosystem. Auto-invoked when tasks involve finding code, documentation, or architecture context in the repository.
CRITICAL: Use for Robius app architecture patterns. Triggers on: Tokio, async, submit_async_request, 异步, 架构, SignalToUI, Cx::post_action, worker task, app structure, MatchEvent,…
Design and build a Roblox game's economy from the developer's own vision — currencies, income, luck/rarity/mutations, modifiers, progression, rebirths, shops, sinks.
Nightly code and architecture health scan. Passively triggered by scheduler (cron or GitHub Actions), not invoked by users directly.